w2v2-L-cat¶
74.5% passed tests (458 passed / 157 failed).
Topic |
Passed Tests |
|---|---|
52.0% |
|
70.0% |
|
33.3% |
|
50.0% |
|
100.0% |
|
75.0% |
|
88.5% |
|
100.0% |
|
94.4% |
|
33.3% |
|
90.0% |
|
0.0% |
|
33.3% |
|
66.0% |
|
90.0% |
Entry |
Value |
|---|---|
data |
{‘train’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.train.gold_standard’]}}, ‘dev’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.dev.gold_standard’]}}} |
model |
facebook/wav2vec2-large |
sampling_rate |
16000 |
quantization |
False |
Entry |
Value |
|---|---|
Author |
aderington |
Date |
2023-04-11 |
Name |
onnx |
Subgroup |
ser.basic4.wav2vec2 |
Version |
1.0.0 |
Data |
{‘train’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.train.gold_standard’]}}, ‘dev’: {‘msppodcast’: {‘version’: ‘2.6.1’, ‘tables’: [‘emotion.categories.dev.gold_standard’]}}} |
Model |
{‘facebook/wav2vec2-large’: {‘batch_size’: 16, ‘learning_rate’: 5e-05, ‘gradient_accumulation_steps’: 2, ‘config’: {‘return_dict’: True, ‘output_hidden_states’: False, ‘output_attentions’: False, ‘torchscript’: False, ‘torch_dtype’: ‘float32’, ‘use_bfloat16’: False, ‘tf_legacy_loss’: False, ‘pruned_heads’: {}, ‘tie_word_embeddings’: True, ‘is_encoder_decoder’: False, ‘is_decoder’: False, ‘cross_attention_hidden_size’: None, ‘add_cross_attention’: False, ‘tie_encoder_decoder’: False, ‘max_length’: 20, ‘min_length’: 0, ‘do_sample’: False, ‘early_stopping’: False, ‘num_beams’: 1, ‘num_beam_groups’: 1, ‘diversity_penalty’: 0.0, ‘temperature’: 1.0, ‘top_k’: 50, ‘top_p’: 1.0, ‘typical_p’: 1.0, ‘repetition_penalty’: 1.0, ‘length_penalty’: 1.0, ‘no_repeat_ngram_size’: 0, ‘encoder_no_repeat_ngram_size’: 0, ‘bad_words_ids’: None, ‘num_return_sequences’: 1, ‘chunk_size_feed_forward’: 0, ‘output_scores’: False, ‘return_dict_in_generate’: False, ‘forced_bos_token_id’: None, ‘forced_eos_token_id’: None, ‘remove_invalid_values’: False, ‘exponential_decay_length_penalty’: None, ‘suppress_tokens’: None, ‘begin_suppress_tokens’: None, ‘architectures’: [‘Wav2Vec2ForSpeechClassification’], ‘finetuning_task’: ‘wav2vec2_clf’, ‘id2label’: {0: ‘anger’, 1: ‘happiness’, 2: ‘neutral’, 3: ‘sadness’}, ‘label2id’: {‘anger’: 0, ‘happiness’: 1, ‘neutral’: 2, ‘sadness’: 3}, ‘tokenizer_class’: None, ‘prefix’: None, ‘bos_token_id’: 1, ‘pad_token_id’: 0, ‘eos_token_id’: 2, ‘sep_token_id’: None, ‘decoder_start_token_id’: None, ‘task_specific_params’: None, ‘problem_type’: ‘multi_label_classification’, ‘_name_or_path’: ‘wav2vec2-large/basic4/checkpoint-2700’, ‘transformers_version’: ‘4.26.1’, ‘feat_extract_dropout’: 0.0, ‘gradient_checkpointing’: False, ‘hidden_dropout_prob’: 0.1, ‘model_type’: ‘wav2vec2’, ‘num_feat_extract_layers’: 7, ‘pooling_mode’: ‘mean’, ‘hidden_size’: 1024, ‘feat_extract_norm’: ‘group’, ‘feat_extract_activation’: ‘gelu’, ‘conv_dim’: [512, 512, 512, 512, 512, 512, 512], ‘conv_stride’: [5, 2, 2, 2, 2, 2, 2], ‘conv_kernel’: [10, 3, 3, 3, 3, 2, 2], ‘conv_bias’: False, ‘num_conv_pos_embeddings’: 128, ‘num_conv_pos_embedding_groups’: 16, ‘num_hidden_layers’: 24, ‘intermediate_size’: 4096, ‘hidden_act’: ‘gelu’, ‘num_attention_heads’: 16, ‘hidden_dropout’: 0.1, ‘attention_dropout’: 0.1, ‘activation_dropout’: 0.1, ‘feat_proj_dropout’: 0.1, ‘final_dropout’: 0.1, ‘layerdrop’: 0.1, ‘layer_norm_eps’: 1e-05, ‘initializer_range’: 0.02, ‘vocab_size’: 32, ‘do_stable_layer_norm’: False, ‘use_weighted_layer_sum’: False, ‘apply_spec_augment’: True, ‘mask_time_prob’: 0.05, ‘mask_time_length’: 10, ‘mask_time_min_masks’: 2, ‘mask_feature_prob’: 0.0, ‘mask_feature_length’: 10, ‘mask_feature_min_masks’: 0, ‘num_codevectors_per_group’: 320, ‘num_codevector_groups’: 2, ‘contrastive_logits_temperature’: 0.1, ‘feat_quantizer_dropout’: 0.0, ‘num_negatives’: 100, ‘codevector_dim’: 768, ‘proj_codevector_dim’: 768, ‘diversity_loss_weight’: 0.1, ‘ctc_loss_reduction’: ‘sum’, ‘ctc_zero_infinity’: False, ‘add_adapter’: False, ‘adapter_kernel_size’: 3, ‘adapter_stride’: 2, ‘num_adapter_layers’: 3, ‘output_hidden_size’: 1024, ‘classifier_proj_size’: 256, ‘tdnn_dim’: [512, 512, 512, 512, 1500], ‘tdnn_kernel’: [5, 3, 3, 1, 1], ‘tdnn_dilation’: [1, 2, 3, 1, 1], ‘xvector_output_dim’: 512}}} |
Max_length_train |
8.0 |
Sample |
{‘emodb’: {‘version’: ‘1.1.1’, ‘flavor’: {‘bit_depth’: None, ‘channels’: None, ‘format’: ‘wav’, ‘mixdown’: True, ‘sampling_rate’: 16000}, ‘data’: {‘wav/03a01Fa.wav’: {‘hidden_states’: [[-0.1668257862329483, 0.013559134677052498, -0.008755387738347054, -0.11563463509082794, 0.05614342913031578, 1.216417908668518, -0.04567340016365051, 0.023620806634426117, 0.31778720021247864, 0.030933178961277008, 0.35244137048721313, -0.23777444660663605, 0.29579058289527893, 0.10363359749317169, 0.31476035714149475, -0.16189078986644745, 0.008033854886889458, -0.024317556992173195, 0.31715649366378784, -0.011371170170605183, 0.105660080909729, -0.22400416433811188, 0.5310136079788208, -0.04995604231953621, 0.23255597054958344, -0.017811011523008347, -0.08102460950613022, 0.15329471230506897, -0.20667916536331177, -0.0032419252675026655, 0.15697844326496124, 0.11234912276268005, 0.7449046969413757, -0.06797753274440765, 0.07034395635128021, -0.3575741648674011, 0.0015510054072365165, 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